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pubnub/pubnub-app-developer

Build real-time applications with PubNub pub/sub messaging

Does it follow best practices?

Evaluation88%

1.28x

Agent success when using this tile

Validation for skill structure

Overview
Skills
Evals
Files

Discovery

33%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description identifies the technology (PubNub) and general purpose (real-time pub/sub) but lacks the depth needed for reliable skill selection. It's missing explicit trigger guidance, comprehensive action verbs, and natural user keywords that would help Claude distinguish when to use this skill versus other real-time or messaging skills.

Suggestions

Add a 'Use when...' clause with explicit triggers like 'Use when the user mentions PubNub, real-time messaging, chat applications, live updates, or pub/sub patterns'

List specific concrete actions such as 'publish messages to channels, subscribe to real-time updates, manage presence, configure access permissions, handle message history'

Include natural user keywords like 'chat', 'live updates', 'websocket alternative', 'push messages', or 'streaming data' that users might actually say

DimensionReasoningScore

Specificity

Names the domain (PubNub, real-time applications) and one action (pub/sub messaging), but lacks comprehensive concrete actions like 'subscribe to channels', 'publish messages', 'handle presence events', etc.

2 / 3

Completeness

Only addresses 'what' at a high level (build real-time apps with PubNub). Completely missing a 'Use when...' clause or any explicit trigger guidance for when Claude should select this skill.

1 / 3

Trigger Term Quality

Includes 'PubNub' and 'real-time' which are relevant keywords, but misses common variations users might say like 'websockets', 'push notifications', 'live updates', 'chat', or 'streaming data'.

2 / 3

Distinctiveness Conflict Risk

'PubNub' is a distinct product name which helps differentiation, but 'real-time applications' and 'pub/sub messaging' could overlap with other messaging/websocket skills without clearer boundaries.

2 / 3

Total

7

/

12

Passed

Implementation

73%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

This skill provides solid, actionable code examples and good progressive disclosure with clear references to detailed documentation. The main weaknesses are some unnecessary introductory content and a workflow that lists steps without explicit validation checkpoints for connection status verification or message delivery confirmation.

Suggestions

Remove the 'You are a PubNub application development specialist' framing and trim the 'When to Use This Skill' section - Claude doesn't need this context.

Add explicit validation steps to the workflow, such as 'Verify connection status before publishing' and 'Confirm subscription success before expecting messages'.

DimensionReasoningScore

Conciseness

The skill includes some unnecessary framing ('You are a PubNub application development specialist') and the 'When to Use This Skill' section explains obvious use cases. However, the code examples are lean and the constraints section is efficient.

2 / 3

Actionability

Provides fully executable JavaScript code examples for SDK initialization, message listeners, and publishing. Code is copy-paste ready with proper syntax and realistic patterns.

3 / 3

Workflow Clarity

The 6-step core workflow is listed but lacks validation checkpoints. For real-time messaging (connection handling, message delivery), there's no explicit verify-then-proceed pattern or error recovery feedback loop.

2 / 3

Progressive Disclosure

Clean structure with a concise overview, well-organized reference table pointing to one-level-deep files (publish-subscribe.md, channels.md, sdk-patterns.md), and inline code for quick start. Navigation is clear and appropriately split.

3 / 3

Total

10

/

12

Passed

Validation

94%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

description_trigger_hint

Description may be missing an explicit 'when to use' trigger hint (e.g., 'Use when...')

Warning

Total

15

/

16

Passed

Install with Tessl CLI

npx tessl i pubnub/pubnub-app-developer

Reviewed

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